Datasets:

renumics
/

dcase23-task2-enriched

Tasks:

Size Categories: 1K<n<10K

ArXiv:

Tags: anomaly detection anomalous sound detection acoustic condition monitoring sound machine fault diagnosis machine learning unsupervised learning

License:

Dataset card Files Files and versions Community

Syoy commited on May 9, 2023

Commit

21f22ca

•

1 Parent(s): ed6e01d

updated spotlight_layouts

Browse files

Files changed (1) hide show

dcase23-task2-enriched.py +3 -139

dcase23-task2-enriched.py CHANGED Viewed

@@ -121,145 +121,9 @@ DATASET = {
 SPOTLIGHT_LAYOUTS = {
-    "standard": {
-      "orientation": "vertical",
-      "children": [
-        {
-          "kind": "split",
-          "weight": 51.96463654223969,
-          "orientation": "horizontal",
-          "children": [
-            {
-              "kind": "tab",
-              "weight": 30,
-              "children": [
-                {
-                  "kind": "widget",
-                  "name": "Table",
-                  "type": "table",
-                  "config": {
-                    "tableView": "full",
-                    "visibleColumns": [
-                      "class",
-                      "class_name",
-                      "config",
-                      "d1p",
-                      "d1v",
-                      "d2p",
-                      "d2v",
-                      "d3p",
-                      "d3v",
-                      "file_path",
-                      "label",
-                      "section",
-                      "split"
-                    ],
-                    "sorting": None,
-                    "orderByRelevance": False
-                  }
-                }
-              ]
-            },
-            {
-              "kind": "tab",
-              "weight": 33.970588235294116,
-              "children": [
-                {
-                  "kind": "widget",
-                  "name": "Similarity Map (2)",
-                  "type": "similaritymap",
-                  "config": {
-                    "umapNNeighbors": 20,
-                    "umapMinDist": 0.15,
-                    "colorBy": "label"
-                  }
-                }
-              ]
-            },
-            {
-              "kind": "tab",
-              "weight": 36.029411764705884,
-              "children": [
-                {
-                  "kind": "widget",
-                  "name": "Similarity Map",
-                  "type": "similaritymap",
-                  "config": {
-                    "placeBy": None,
-                    "reductionMethod": None,
-                    "colorBy": "class_name",
-                    "sizeBy": None,
-                    "filter": False,
-                    "umapNNeighbors": 20,
-                    "umapMetric": None,
-                    "umapMinDist": 0.15,
-                    "pcaNormalization": None,
-                    "umapMenuLocalGlobalBalance": None,
-                    "umapMenuIsAdvanced": False
-                  }
-                },
-                {
-                  "kind": "widget",
-                  "name": "Scatter Plot",
-                  "type": "scatterplot",
-                  "config": {
-                    "xAxisColumn": None,
-                    "yAxisColumn": None,
-                    "colorBy": None,
-                    "sizeBy": None,
-                    "filter": False
-                  }
-                },
-                {
-                  "kind": "widget",
-                  "name": "Histogram",
-                  "type": "histogram",
-                  "config": {
-                    "columnKey": None,
-                    "stackByColumnKey": None,
-                    "filter": False
-                  }
-                }
-              ]
-            }
-          ]
-        },
-        {
-          "kind": "tab",
-          "weight": 48.03536345776031,
-          "children": [
-            {
-              "kind": "widget",
-              "name": "Inspector",
-              "type": "inspector",
-              "config": {
-                "views": [
-                  {
-                    "view": "AudioView",
-                    "columns": [
-                      "audio"
-                    ],
-                    "name": "view",
-                    "key": "9c37fe2d-6305-436b-b944-30dbda7b1f4d"
-                  },
-                  {
-                    "view": "SpectrogramView",
-                    "columns": [
-                      "audio"
-                    ],
-                    "name": "view",
-                    "key": "9e676bb9-0b21-4214-806f-4e8c0f6db4c3"
-                  }
-                ],
-                "visibleColumns": 4
-              }
-            }
-          ]
-        }
-      ]
-    },
-    "simple": {"orientation":"vertical","children":[{"kind":"split","weight":60.575296108291035,"orientation":"horizontal","children":[{"kind":"tab","weight":31.52260461369049,"children":[{"kind":"widget","name":"Table","type":"table","config":{"tableView":"filtered","visibleColumns":["class","d1p","d1v","d2p","d2v","d3p","d3v","label","section","domain"],"sorting":None,"orderByRelevance":False}}]},{"kind":"tab","weight":33.869200490640154,"children":[{"kind":"widget","name":"Similarity map with baseline anomaly score","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"anomaly_score_dcase2023_task2_baseline_ae","sizeBy":"label","filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}}]},{"kind":"tab","weight":34.60819489566936,"children":[{"kind":"widget","name":"Similarity map with classes","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"class","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}},{"kind":"widget","name":"Scatter Plot","type":"scatterplot","config":{"xAxisColumn":None,"yAxisColumn":None,"colorBy":None,"sizeBy":None,"filter":False}},{"kind":"widget","name":"Histogram","type":"histogram","config":{"columnKey":"domain","stackByColumnKey":"prediction_correct_dcase2023_task2_baseline_ae","filter":False}}]}]},{"kind":"tab","weight":39.424703891708965,"children":[{"kind":"widget","name":"Inspector","type":"inspector","config":{"views":[{"view":"AudioView","columns":["path"],"name":"view","key":"dea9a175-9582-412e-9f49-be729e8838fb"},{"view":"SpectrogramView","columns":["path"],"name":"view","key":"676bd937-226b-4632-ae2d-ec8bc37bcc5d"},{"view":"ScalarView","columns":["label"],"name":"view","key":"dbfcc0b1-9e96-4d31-8856-f0bd7f0b8144"},{"view":"ScalarView","columns":["domain"],"name":"view","key":"3e79654f-e017-402c-b136-6a13c4409ae4"}],"visibleColumns":4}}]}]},
-    "extended": {"orientation":"vertical","children":[{"kind":"split","weight":54.145516074450086,"orientation":"horizontal","children":[{"kind":"tab","weight":31.52260461369049,"children":[{"kind":"widget","name":"Table","type":"table","config":{"tableView":"filtered","visibleColumns":["class","d1p","d1v","d2p","d2v","d3p","d3v","label","section","domain"],"sorting":None,"orderByRelevance":False}}]},{"kind":"tab","weight":33.869200490640154,"children":[{"kind":"widget","name":"Similarity map with baseline anomaly score","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"anomaly_score_dcase2023_task2_baseline_ae","sizeBy":"label","filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}}]},{"kind":"tab","weight":34.60819489566936,"children":[{"kind":"widget","name":"Similarity map with classes","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"domain","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}},{"kind":"widget","name":"Scatter Plot","type":"scatterplot","config":{"xAxisColumn":None,"yAxisColumn":None,"colorBy":None,"sizeBy":None,"filter":False}}]}]},{"kind":"split","weight":45.854483925549914,"orientation":"horizontal","children":[{"kind":"tab","weight":62.314308053166535,"children":[{"kind":"widget","name":"Inspector","type":"inspector","config":{"views":[{"view":"AudioView","columns":["path"],"name":"view","key":"dea9a175-9582-412e-9f49-be729e8838fb"},{"view":"SpectrogramView","columns":["path"],"name":"view","key":"676bd937-226b-4632-ae2d-ec8bc37bcc5d"},{"view":"ScalarView","columns":["label"],"name":"view","key":"dbfcc0b1-9e96-4d31-8856-f0bd7f0b8144"},{"view":"ScalarView","columns":["domain"],"name":"view","key":"3e79654f-e017-402c-b136-6a13c4409ae4"}],"visibleColumns":4}}]},{"kind":"tab","weight":37.685691946833465,"children":[{"kind":"widget","name":"Histogram","type":"histogram","config":{"columnKey":"anomaly_score_dcase2023_task2_baseline_ae","stackByColumnKey":"prediction_correct_dcase2023_task2_baseline_ae","filter":False}},{"kind":"widget","name":"Scatter Plot (2)","type":"scatterplot","config":{"xAxisColumn":"anomaly_score_dcase2023_task2_baseline_ae","yAxisColumn":"anomaly_score_lof","colorBy":"label"}}]}]}]},
 }
 SPOTLIGHT_RENAME = {

 SPOTLIGHT_LAYOUTS = {
+    "standard": {"orientation":"vertical","children":[{"kind":"split","weight":51.96463654223969,"orientation":"horizontal","children":[{"kind":"tab","weight":30,"children":[{"kind":"widget","name":"Table","type":"table","config":{"tableView":"full","visibleColumns":["class","class_name","config","d1p","d1v","d2p","d2v","d3p","d3v","file_path","label","section","split"],"sorting":None,"orderByRelevance":False}}]},{"kind":"tab","weight":33.970588235294116,"children":[{"kind":"widget","name":"Similarity Map (2)","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"label","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}}]},{"kind":"tab","weight":36.029411764705884,"children":[{"kind":"widget","name":"Similarity Map","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"class","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}},{"kind":"widget","name":"Scatter Plot","type":"scatterplot","config":{"xAxisColumn":None,"yAxisColumn":None,"colorBy":None,"sizeBy":None,"filter":False}},{"kind":"widget","name":"Histogram","type":"histogram","config":{"columnKey":None,"stackByColumnKey":None,"filter":False}}]}]},{"kind":"tab","weight":48.03536345776031,"children":[{"kind":"widget","name":"Inspector","type":"inspector","config":{"views":[{"view":"AudioView","columns":["path"],"name":"view","key":"43a5beff-9423-41c9-a5ba-285a7ece7a02"},{"view":"SpectrogramView","columns":["path"],"name":"view","key":"5f035027-dd02-4587-ba77-defdf823c124"}],"visibleColumns":4}}]}]},
+    "simple": {"orientation":"vertical","children":[{"kind":"split","weight":60.575296108291035,"orientation":"horizontal","children":[{"kind":"tab","weight":31.52260461369049,"children":[{"kind":"widget","name":"Table","type":"table","config":{"tableView":"filtered","visibleColumns":["class","d1p","d1v","d2p","d2v","d3p","d3v","dev_train_lof_anomaly","dev_train_lof_anomaly_score","domain","label","section"],"sorting":None,"orderByRelevance":False}}]},{"kind":"tab","weight":33.869200490640154,"children":[{"kind":"widget","name":"Similarity map with AST-lof anomaly score","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"dev_train_lof_anomaly_score","sizeBy":"label","filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}}]},{"kind":"tab","weight":34.60819489566936,"children":[{"kind":"widget","name":"Similarity map with classes","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"class","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}},{"kind":"widget","name":"Scatter Plot","type":"scatterplot","config":{"xAxisColumn":None,"yAxisColumn":None,"colorBy":None,"sizeBy":None,"filter":False}},{"kind":"widget","name":"Histogram","type":"histogram","config":{"columnKey":"domain","stackByColumnKey":"prediction_correct_dcase2023_task2_baseline_ae","filter":False}}]}]},{"kind":"tab","weight":39.424703891708965,"children":[{"kind":"widget","name":"Inspector","type":"inspector","config":{"views":[{"view":"AudioView","columns":["path"],"name":"view","key":"dea9a175-9582-412e-9f49-be729e8838fb"},{"view":"SpectrogramView","columns":["path"],"name":"view","key":"676bd937-226b-4632-ae2d-ec8bc37bcc5d"},{"view":"ScalarView","columns":["label"],"name":"view","key":"dbfcc0b1-9e96-4d31-8856-f0bd7f0b8144"},{"view":"ScalarView","columns":["domain"],"name":"view","key":"3e79654f-e017-402c-b136-6a13c4409ae4"}],"visibleColumns":4}}]}]},
+    "extended": {"orientation":"vertical","children":[{"kind":"split","weight":54.145516074450086,"orientation":"horizontal","children":[{"kind":"tab","weight":31.52260461369049,"children":[{"kind":"widget","name":"Table","type":"table","config":{"tableView":"filtered","visibleColumns":["class","d1p","d1v","d2p","d2v","d3p","d3v","dev_train_lof_anomaly","dev_train_lof_anomaly_score","domain","label","section"],"sorting":None,"orderByRelevance":False}}]},{"kind":"tab","weight":33.869200490640154,"children":[{"kind":"widget","name":"Similarity map with AST-lof anomaly score","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"dev_train_lof_anomaly_score","sizeBy":"label","filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}}]},{"kind":"tab","weight":34.60819489566936,"children":[{"kind":"widget","name":"Similarity map with classes","type":"similaritymap","config":{"placeBy":None,"reductionMethod":None,"colorBy":"class","sizeBy":None,"filter":False,"umapNNeighbors":20,"umapMetric":None,"umapMinDist":0.15,"pcaNormalization":None,"umapMenuLocalGlobalBalance":None,"umapMenuIsAdvanced":False}},{"kind":"widget","name":"Scatter Plot","type":"scatterplot","config":{"xAxisColumn":None,"yAxisColumn":None,"colorBy":None,"sizeBy":None,"filter":False}}]}]},{"kind":"split","weight":45.854483925549914,"orientation":"horizontal","children":[{"kind":"tab","weight":58.581483486735245,"children":[{"kind":"widget","name":"Inspector","type":"inspector","config":{"views":[{"view":"AudioView","columns":["path"],"name":"view","key":"dea9a175-9582-412e-9f49-be729e8838fb"},{"view":"SpectrogramView","columns":["path"],"name":"view","key":"676bd937-226b-4632-ae2d-ec8bc37bcc5d"},{"view":"ScalarView","columns":["label"],"name":"view","key":"dbfcc0b1-9e96-4d31-8856-f0bd7f0b8144"},{"view":"ScalarView","columns":["domain"],"name":"view","key":"3e79654f-e017-402c-b136-6a13c4409ae4"}],"visibleColumns":4}}]},{"kind":"tab","weight":41.418516513264755,"children":[{"kind":"widget","name":"Histogram","type":"histogram","config":{"columnKey":"class","stackByColumnKey":"dev_train_lof_anomaly"}}]}]}]},
 }
 SPOTLIGHT_RENAME = {